{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "描述性统计：\n",
      "         popularity      runtime  vote_average    vote_count\n",
      "count  45430.000000  45173.00000  45430.000000  45430.000000\n",
      "mean       2.921206     94.12430      5.618329    109.935989\n",
      "std        6.006708     38.41554      1.924139    491.466335\n",
      "min        0.000000      0.00000      0.000000      0.000000\n",
      "25%        0.385872     85.00000      5.000000      3.000000\n",
      "50%        1.127238     95.00000      6.000000     10.000000\n",
      "75%        3.678127    107.00000      6.800000     34.000000\n",
      "max      547.488298   1256.00000     10.000000  14075.000000\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1400x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "# 假设数据已经加载到一个 DataFrame 中\n",
    "# 这里我们将通过你上传的数据文件进行加载\n",
    "file_path = 'updata/merge_data.csv'  # 你的文件路径\n",
    "data = pd.read_csv(file_path)\n",
    "\n",
    "# 分析的列\n",
    "columns_to_analyze = ['popularity', 'runtime', 'vote_average', 'vote_count']\n",
    "\n",
    "# 描述性统计\n",
    "stats = data[columns_to_analyze].describe()\n",
    "\n",
    "print(\"描述性统计：\")\n",
    "print(stats)\n",
    "\n",
    "# 绘制分布图\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "for i, column in enumerate(columns_to_analyze, 1):\n",
    "    plt.subplot(2, 2, i)\n",
    "    sns.histplot(data[column], kde=True, bins=30)\n",
    "    plt.title(f'{column} Distribution')\n",
    "    plt.xlabel(column)\n",
    "    plt.ylabel('Frequency')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 绘制箱线图\n",
    "plt.figure(figsize=(14, 10))\n",
    "\n",
    "for i, column in enumerate(columns_to_analyze, 1):\n",
    "    plt.subplot(2, 2, i)\n",
    "    sns.boxplot(y=data[column])\n",
    "    plt.title(f'{column} Boxplot')\n",
    "    plt.ylabel(column)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "pytorch",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.17"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
